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SAMUR  

Stochastic Augmentation of Matched Data Using Restriction Methods
View on CRAN: Click here


Download and install SAMUR package within the R console
Install from CRAN:
install.packages("SAMUR")

Install from Github:
library("remotes")
install_github("cran/SAMUR")

Install by package version:
library("remotes")
install_version("SAMUR", "1.1")



Attach the package and use:
library("SAMUR")
Maintained by
Alireza S. Mahani
[Scholar Profile | Author Map]
First Published: 2015-03-27
Latest Update: 2022-08-31
Description:
Augmenting a matched data set by generating multiple stochastic, matched samples from the data using a multi-dimensional histogram constructed from dropping the input matched data into a multi-dimensional grid built on the full data set. The resulting stochastic, matched sets will likely provide a collectively higher coverage of the full data set compared to the single matched set. Each stochastic match is without duplication, thus allowing downstream validation techniques such as cross-validation to be applied to each set without concern for overfitting.
How to cite:
Alireza S. Mahani (2015). SAMUR: Stochastic Augmentation of Matched Data Using Restriction Methods. R package version 1.1, https://cran.r-project.org/web/packages/SAMUR. Accessed 07 Apr. 2025.
Previous versions and publish date:
0.6 (2015-03-27 07:15)
Other packages that cited SAMUR R package
View SAMUR citation profile
Other R packages that SAMUR depends, imports, suggests or enhances
Complete documentation for SAMUR
Functions, R codes and Examples using the SAMUR R package
Some associated functions: samur . summary.samur . 
Some associated R codes: samur.R . zzz.R .  Full SAMUR package functions and examples
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